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A modelling approach to studying variations in newborn life support procedure

Authors :
Tan, Alfian
Remenyte-Prescott, Rasa
Valstar, Michel
Sharkey, Don
Source :
Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability; August 2024, Vol. 238 Issue: 4 p777-796, 20p
Publication Year :
2024

Abstract

Variations in clinical practice are common. However, some variations may cause undesired consequences. Careful consideration of their causes and effects is necessary to assure the quality of healthcare delivery. A modelling approach that could capture these aspects would help to achieve this goal. In this paper, a Newborn Life Support procedure is modelled. This activity is considered prone to error with reduced outcomes for the patient. Hence, it is necessary to understand the nature of the activity and its variations. A Coloured Petri Net (CPN) approach and a simulation technique are used for this purpose. The CPN colours are used to represent the characteristics of babies and to control the flow of tokens representing the resuscitation procedure. Probabilistic modelling aspects include the duration of individual tasks, the choice of treatment and the condition of the baby. The model outputs consist of the percentage of babies with an unsatisfactory outcome, the percentage of babies who need full resuscitation, and the duration of the procedure until a satisfactory condition is achieved. The modelling approach is demonstrated using a number of scenarios on some common NLS variations, relating to the maximum number of ventilation and the probability of errors in the inflation procedure.

Details

Language :
English
ISSN :
1748006X and 17480078
Volume :
238
Issue :
4
Database :
Supplemental Index
Journal :
Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability
Publication Type :
Periodical
Accession number :
ejs65868555
Full Text :
https://doi.org/10.1177/1748006X231173595